Longformer (#4352)
* first commit * bug fixes * better examples * undo padding * remove wrong VOCAB_FILES_NAMES * License * make style * make isort happy * unit tests * integration test * make `black` happy by undoing `isort` changes!! * lint * no need for the padding value * batch_size not bsz * remove unused type casting * seqlen not seq_len * staticmethod * `bert` selfattention instead of `n2` * uint8 instead of bool + lints * pad inputs_embeds using embeddings not a constant * black * unit test with padding * fix unit tests * remove redundant unit test * upload model weights * resolve todo * simpler _mask_invalid_locations without lru_cache + backward compatible masked_fill_ * increase unittest coverage
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@@ -305,3 +305,9 @@ For a list that includes community-uploaded models, refer to `https://huggingfac
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| MarianMT | ``Helsinki-NLP/opus-mt-{src}-{tgt}`` | | 12-layer, 512-hidden, 8-heads, ~74M parameter Machine translation models. Parameter counts vary depending on vocab size. |
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| | | | (see `model list <https://huggingface.co/Helsinki-NLP>`_) |
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+-------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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| Longformer | ``longformer-base-4096`` | | 12-layer, 768-hidden, 12-heads, ~149M parameters |
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| | | | Starting from RoBERTa-base checkpoint, trained on documents of max length 4,096 |
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| +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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| | ``longformer-large-4096`` | | 24-layer, 1024-hidden, 16-heads, ~435M parameters |
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| | | | Starting from RoBERTa-large checkpoint, trained on documents of max length 4,096 |
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+-------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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